mlrl.boosting package¶
This module provides multi-label learners that make using of the gradient boosting framework.
Subpackages¶
- mlrl.boosting.cython package
- Submodules
- mlrl.boosting.cython.head_type module
- mlrl.boosting.cython.info module
- mlrl.boosting.cython.label_binning module
- mlrl.boosting.cython.learner module
AutomaticBinaryPredictorMixin
AutomaticDefaultRuleMixin
AutomaticFeatureBinningMixin
AutomaticHeadMixin
AutomaticLabelBinningMixin
AutomaticParallelRuleRefinementMixin
AutomaticParallelStatisticUpdateMixin
AutomaticPartitionSamplingMixin
AutomaticProbabilityPredictorMixin
AutomaticStatisticsMixin
CompleteHeadMixin
ConstantShrinkageMixin
DenseStatisticsMixin
DynamicPartialHeadMixin
EqualWidthLabelBinningMixin
ExampleWiseBinaryPredictorMixin
ExampleWiseLogisticLossMixin
ExampleWiseSquaredErrorLossMixin
ExampleWiseSquaredHingeLossMixin
FixedPartialHeadMixin
GfmBinaryPredictorMixin
IsotonicJointProbabilityCalibrationMixin
IsotonicMarginalProbabilityCalibrationMixin
L1RegularizationMixin
L2RegularizationMixin
LabelWiseBinaryPredictorMixin
LabelWiseLogisticLossMixin
LabelWiseProbabilityPredictorMixin
LabelWiseScorePredictorMixin
LabelWiseSquaredErrorLossMixin
LabelWiseSquaredHingeLossMixin
MarginalizedProbabilityPredictorMixin
NoDefaultRuleMixin
NoL1RegularizationMixin
NoL2RegularizationMixin
NoLabelBinningMixin
SingleLabelHeadMixin
SparseStatisticsMixin
- mlrl.boosting.cython.learner_boomer module
- mlrl.boosting.cython.post_processor module
- mlrl.boosting.cython.prediction module
- mlrl.boosting.cython.probability_calibration module
- mlrl.boosting.cython.regularization module
- Submodules
Submodules¶
- mlrl.boosting.boosting_learners module
- mlrl.boosting.config module
BinaryPredictorParameter
DefaultRuleParameter
ExtendedFeatureBinningParameter
ExtendedParallelRuleRefinementParameter
ExtendedParallelStatisticUpdateParameter
ExtendedPartitionSamplingParameter
HeadTypeParameter
HeadTypeParameter.HEAD_TYPE_COMPLETE
HeadTypeParameter.HEAD_TYPE_PARTIAL_DYNAMIC
HeadTypeParameter.HEAD_TYPE_PARTIAL_FIXED
HeadTypeParameter.HEAD_TYPE_SINGLE
HeadTypeParameter.OPTION_EXPONENT
HeadTypeParameter.OPTION_LABEL_RATIO
HeadTypeParameter.OPTION_MAX_LABELS
HeadTypeParameter.OPTION_MIN_LABELS
HeadTypeParameter.OPTION_THRESHOLD
JointProbabilityCalibrationParameter
L1RegularizationParameter
L2RegularizationParameter
LabelBinningParameter
LossParameter
MarginalProbabilityCalibrationParameter
ProbabilityPredictorParameter
ShrinkageParameter
StatisticFormatParameter
- mlrl.boosting.info module